Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "110" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 88 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 84 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.178553 | -0.627696 | 0.950314 | -0.347371 | 0.241086 | 7.154323 | -0.037087 | 1.728719 | 0.7601 | 0.7709 | 0.2593 | 11.983680 | 13.922460 |
| 2459593 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.436448 | -0.358184 | 0.079724 | 0.098764 | 0.487790 | -0.782156 | 0.839172 | -0.015031 | 0.6898 | 0.6844 | 0.2481 | 7.312780 | 6.853193 |
| 2459592 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.344346 | -0.382116 | 0.680501 | -0.528048 | -1.479801 | 0.780791 | -1.920986 | -0.000324 | 0.0302 | 0.0483 | 0.0037 | nan | nan |
| 2459591 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.369239 | 0.429769 | 0.539477 | 0.694803 | -0.657393 | -0.643708 | -0.534575 | 0.958952 | 0.6225 | 0.6318 | 0.3580 | 6.224479 | 6.706033 |
| 2459590 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.762651 | 2.271328 | 2.079579 | 0.383371 | 19.375841 | 3.821376 | 0.373068 | 18.756752 | 0.6129 | 0.6332 | 0.3467 | 7.290418 | 7.495958 |
| 2459589 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.388733 | 13.591018 | 0.221928 | 0.736165 | -0.627899 | 15.893973 | -0.791720 | 5.972032 | 0.6738 | 0.6367 | 0.2779 | 8.239501 | 7.983189 |
| 2459588 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.053781 | -1.475144 | 0.512760 | 0.207809 | -0.586677 | -0.984464 | -0.555930 | -0.961125 | 0.7265 | 0.7084 | 0.2329 | 7.762790 | 7.669800 |
| 2459587 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | 0.108837 | 0.756280 | 0.527274 | 0.905800 | 0.992465 | 2.158297 | 2.710363 | 2.405051 | nan | nan | nan | 17.815639 | 19.259479 |
| 2459586 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.773011 | 2.070058 | 0.518430 | 2.471684 | -0.821719 | 6.925999 | 0.666015 | 2.965056 | 0.6294 | 0.6467 | 0.3392 | 5.003263 | 5.034407 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.388726 | 9.048919 | 0.153170 | 6.024015 | 1.554123 | 8.748987 | -0.680768 | 1.572738 | 0.0332 | 0.0478 | 0.0066 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.880210 | 0.702068 | 0.310123 | -0.187477 | 0.080604 | -0.899244 | 1.802325 | 1.294006 | 0.5744 | 0.5885 | 0.3499 | 11.612435 | 11.472454 |
| 2459583 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.912462 | 0.324839 | -0.553464 | 0.485976 | 2.060638 | 0.159375 | 6.812186 | 2.367186 | 0.6300 | 0.6445 | 0.3677 | 5.757643 | 5.493866 |
| 2459582 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.716722 | 0.263739 | -0.241782 | 0.575145 | 13.182035 | 0.847589 | 3.436144 | 0.917526 | 0.6218 | 0.6495 | 0.3699 | 5.213141 | 4.995363 |
| 2459581 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459580 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.560652 | 4.423548 | -0.229109 | 0.206074 | 10.063243 | 8.000965 | 9.574015 | 17.029727 | 0.6294 | 0.6416 | 0.3597 | 6.025503 | 5.269333 |
| 2459579 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 17.689049 | 0.173790 | 0.735788 | 0.803665 | 21.260957 | 0.361153 | 14.266569 | 1.280690 | 0.5880 | 0.6501 | 0.3706 | 8.051364 | 6.578166 |
| 2459578 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -0.124877 | -0.094965 | -0.724572 | -0.719387 | 0.805847 | 0.550478 | 4.890807 | 0.029552 | 0.0312 | 0.0535 | 0.0050 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459576 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 10.376631 | 4.109901 | -0.179937 | 0.443523 | 18.529455 | 8.763757 | 16.988653 | 20.822821 | 0.6253 | 0.6643 | 0.3580 | 9.593892 | 8.430412 |
| 2459575 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.276889 | 14.407373 | -0.590322 | 0.448820 | -1.136495 | 8.620149 | -0.865827 | 3.791963 | 0.7303 | 0.7119 | 0.3160 | 11.350593 | 10.908402 |
| 2459574 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.063722 | 0.497831 | -0.813039 | 0.340821 | -0.430088 | 1.043992 | 0.471354 | 0.270250 | 0.6600 | 0.6722 | 0.3698 | 6.589130 | 6.324545 |
| 2459573 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 11.708127 | 1.031451 | 0.254722 | 0.692305 | 11.099554 | 4.662066 | 1.913855 | 1.812541 | 0.6196 | 0.6635 | 0.3729 | 7.767838 | 7.457033 |
| 2459572 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.161041 | 1.315394 | -0.615830 | 0.294017 | -0.944043 | 1.158501 | -0.615027 | 1.152797 | 0.6533 | 0.6621 | 0.3734 | 8.207984 | 8.395426 |
| 2459571 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.078869 | -0.070210 | -0.678526 | -0.777031 | -0.428255 | 0.361916 | -0.011034 | 0.048277 | 0.0295 | 0.0402 | 0.0027 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.184828 | 36.815131 | -0.707687 | 1.810557 | -0.126795 | 5.766462 | -0.532984 | 5.041979 | 0.7365 | 0.6685 | 0.2192 | 6.567827 | 8.590454 |
| 2459566 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.086142 | 5.416516 | -0.576429 | 0.443348 | 1.753247 | 8.406811 | 4.810569 | 46.154735 | 0.6526 | 0.6507 | 0.3770 | 4.987646 | 4.546150 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | 1.518751 | 1.518751 | 1.412081 | 1.412081 | 0.654293 | 0.654293 | 0.137774 | 0.137774 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 11.739683 | 1.120414 | 0.097219 | 0.721563 | 3.362704 | 0.497360 | 27.033445 | 8.172120 | 0.6235 | 0.6585 | 0.3781 | 4.100704 | 3.772858 |
| 2459563 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.098711 | 0.259531 | -0.126487 | -0.023973 | -0.309865 | 0.075343 | 2.721537 | 4.898543 | 0.6587 | 0.6656 | 0.3745 | 6.227290 | 6.046282 |
| 2459562 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.038234 | 0.436518 | -0.370670 | 0.561601 | 2.549615 | 0.800826 | 5.488265 | 1.288732 | 0.6494 | 0.6683 | 0.3763 | 4.276896 | 4.238742 |
| 2459561 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.422297 | 2.684167 | -0.345164 | 0.525657 | 1.044532 | 2.286991 | 3.294893 | 5.685914 | 0.6594 | 0.6699 | 0.3729 | 4.110969 | 4.069998 |
| 2459560 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.110444 | 0.891609 | 0.132796 | 0.513806 | 3.796233 | 1.064601 | 1.324632 | 3.439022 | 0.6415 | 0.6643 | 0.3779 | 4.473598 | 4.077095 |
| 2459559 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 21.045154 | 0.347931 | 0.900952 | 0.504968 | 4.592251 | 0.859607 | 1.618134 | 2.164883 | 0.6085 | 0.6688 | 0.3613 | 4.885626 | 3.449037 |
| 2459558 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.731428 | 0.445437 | -0.227728 | 0.647941 | 1.370344 | 0.196650 | 3.921332 | 4.537279 | 0.6628 | 0.6700 | 0.3760 | 5.688179 | 5.067037 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0353 | 0.0579 | 0.0060 | nan | nan |
| 2459556 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.349265 | 0.290866 | -0.300075 | 0.874807 | -0.520468 | 0.575571 | 0.759389 | 2.790517 | 0.6595 | 0.6657 | 0.3787 | 4.857590 | 4.483257 |
| 2459554 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6221 | 0.6730 | 0.3773 | nan | nan |
| 2459553 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6057 | 0.6707 | 0.3700 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.601523 | 7.883838 | -0.093248 | 0.156258 | -0.789020 | 16.387220 | 0.129689 | 21.587801 | 0.6716 | 0.6639 | 0.3783 | 11.174598 | 10.739805 |
| 2459551 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 11.193834 | 4.491269 | 0.204398 | 0.377654 | 6.257743 | 3.237301 | 15.028285 | 15.071175 | 0.6147 | 0.6482 | 0.3585 | 5.233179 | 3.988016 |
| 2459550 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0375 | 0.0459 | 0.0029 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.598492 | 6.284615 | -0.648367 | 0.545410 | 14.461951 | 11.322103 | 6.805035 | 7.665442 | 0.6537 | 0.6605 | 0.3813 | 5.028229 | 4.389138 |
| 2459542 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.505262 | 24.893375 | -0.227429 | 2.732280 | 0.676029 | 2.484904 | 20.004533 | 24.031351 | 0.7151 | 0.6741 | 0.3240 | 5.208504 | 4.248127 |
| 2459541 | RF_maintenance | 100.00% | 1.34% | 1.79% | 0.00% | 100.00% | 0.00% | 0.419111 | 19.199579 | 0.149982 | 0.739282 | -0.377209 | 5.504244 | 2.167060 | 19.834397 | 0.7205 | 0.6899 | 0.3201 | 6.069134 | 4.713169 |
| 2459540 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.385287 | 1.365709 | -0.397010 | 0.443285 | 6.671402 | 1.473623 | 6.345982 | 6.517188 | 0.7041 | 0.7231 | 0.3277 | 4.170379 | 3.727348 |
| 2459536 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 59.798063 | 0.390038 | 4.448387 | 0.448604 | 6.323414 | 0.619238 | 12.178356 | 0.677294 | 0.1011 | 0.0618 | 0.0084 | 0.000000 | 0.000000 |
| 2459535 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.229786 | 0.304389 | -0.490135 | 0.422201 | 1.553352 | -0.067164 | -0.011769 | 1.122764 | 0.0735 | 0.0602 | 0.0071 | 1.165902 | 1.167166 |
| 2459534 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.027658 | 0.637370 | -0.451747 | 0.371834 | -0.350425 | -0.160520 | 0.931098 | 6.600557 | 0.0800 | 0.0598 | 0.0073 | 10.158280 | 6.733616 |
| 2459533 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.113386 | 2.144519 | -0.172746 | 0.272253 | -1.069159 | 3.422555 | 0.035629 | 19.060570 | 0.0754 | 0.0584 | 0.0072 | 26.944175 | 23.138934 |
| 2459532 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.267934 | 21.018774 | -0.147536 | 1.116948 | -1.561736 | 19.521937 | -0.014374 | 88.820906 | 0.0732 | 0.0648 | 0.0085 | 25.490945 | 17.070397 |
| 2459530 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.235372 | 5.532113 | -0.509438 | 0.313633 | 0.178656 | 2.856724 | 0.350581 | 43.978486 | 0.0799 | 0.0625 | 0.0103 | 58.774558 | 55.356584 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.192906 | 1.380330 | -0.341417 | 0.706312 | -1.146563 | 4.817111 | 1.334769 | 8.556109 | 0.9120 | 0.9395 | 0.2781 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 0.059862 | 2.056907 | -0.705974 | 0.585440 | -0.508981 | 4.452981 | 0.736250 | 20.550150 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459522 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.044505 | 1.400709 | -0.103309 | 0.659205 | -0.023554 | 5.120963 | 1.078025 | 17.033250 | 0.6519 | 0.7168 | 0.3730 | -0.000000 | -0.000000 |
| 2459513 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.196014 | -0.077740 | -0.720468 | -0.753766 | -1.095600 | 0.661734 | -0.349912 | 0.892445 | 0.0377 | 0.0497 | 0.0061 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.789881 | 7.140331 | -0.658628 | 1.313743 | -1.613399 | 14.658714 | -0.810041 | 15.161144 | 0.9124 | 0.9520 | 0.1736 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 26.083035 | 28.898844 | 1.019241 | 1.146537 | 71.037243 | 22.016718 | 43.537312 | 74.543420 | 0.8380 | 0.8366 | 0.1684 | 24.505694 | 19.001401 |
| 2459503 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.379460 | 5.556914 | 0.181985 | 1.465852 | 0.272766 | 12.305002 | 4.630750 | 69.380366 | 0.8705 | 0.8561 | 0.4291 | 0.000000 | 0.000000 |
| 2459501 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.275608 | 3.300594 | 1.396223 | -0.640756 | 0.992875 | 3.311783 | 2.195046 | 11.176713 | 0.8787 | 0.9101 | 0.3502 | 0.000000 | 0.000000 |
| 2459500 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 13.447188 | 1.119969 | 8.617441 | -0.614493 | 15.016743 | 5.170733 | 5.052504 | 16.918147 | 0.8370 | 0.9021 | 0.3951 | 0.000000 | 0.000000 |
| 2459499 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.464193 | 0.950958 | -0.237810 | 0.504291 | -0.467223 | 0.893320 | -0.506828 | 10.231629 | 0.8994 | 0.9448 | 0.1576 | 0.000000 | 0.000000 |
| 2459498 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.290380 | 0.924009 | 0.069980 | 0.084112 | -0.310497 | 0.915779 | -0.798950 | 7.463269 | 0.8964 | 0.9108 | 0.3670 | 0.000000 | 0.000000 |
| 2459497 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.983642 | 2.358586 | 0.219118 | 0.236608 | 0.041657 | 3.522394 | 1.781808 | 41.906938 | 0.9010 | 0.9329 | 0.2987 | 0.000000 | 0.000000 |
| 2459496 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.353861 | 1.170671 | -0.198572 | 0.327016 | -0.795849 | 0.286886 | 0.371348 | 1.991574 | 0.9164 | 0.9208 | 0.3507 | 0.000000 | 0.000000 |
| 2459495 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.284892 | 2.632106 | -0.338608 | 0.502289 | -0.685751 | 6.720339 | 1.173274 | 19.045726 | 0.9127 | 0.9118 | 0.3887 | 0.000000 | 0.000000 |
| 2459494 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.358749 | 1.305511 | -0.383264 | 0.555835 | -0.828688 | 2.399311 | -0.116907 | 21.358524 | 0.9039 | 0.9094 | 0.3950 | 0.000000 | 0.000000 |
| 2459492 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 40.734243 | 23.959278 | 1.612600 | 0.126187 | 44.090067 | 22.178863 | 17.288453 | 101.011695 | 0.7163 | 0.8030 | 0.2928 | 6.245282 | 4.732232 |
| 2459491 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 59.317047 | 48.153463 | 3.213017 | 1.998888 | 10.216971 | 31.182514 | 18.669821 | 87.894719 | 0.7533 | 0.7723 | 0.2115 | 4.134655 | 2.512375 |
| 2459490 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 60.277858 | 62.778376 | 2.579195 | 2.335585 | 6.881534 | 16.314156 | 9.495608 | 29.997932 | 0.6975 | 0.7226 | 0.2978 | 6.379587 | 5.703543 |
| 2459489 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 50.849346 | 58.533493 | 2.214423 | 2.708448 | 26.005607 | 21.518809 | 13.617626 | 44.813814 | 0.7156 | 0.7456 | 0.2703 | 7.231973 | 4.947323 |
| 2459488 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.329652 | 56.517714 | 2.463348 | 2.409602 | 6.624965 | 32.921863 | 20.886350 | 116.779369 | 0.7744 | 0.7304 | 0.3416 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Shape | 3.104859 | -0.231891 | 3.104859 | -0.579003 | -0.017788 | 0.675241 | 2.188733 | -0.763113 | 0.050710 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Shape | 4.863243 | -0.121879 | 4.863243 | -0.427753 | -0.061219 | -0.556854 | 0.095613 | 0.528672 | -0.028299 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Shape | 4.486052 | -0.198285 | 4.486052 | 0.171113 | 0.166290 | -0.581234 | 0.200055 | -0.649594 | -0.127387 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Shape | 5.331269 | 5.331269 | -0.339684 | 0.385201 | 0.039353 | -0.101048 | -0.723483 | -0.317766 | -0.535550 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Shape | 4.702060 | 4.702060 | 0.021199 | 0.693623 | 0.280220 | 0.097131 | -0.380376 | -0.083427 | 1.969278 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Shape | 5.905127 | 5.905127 | -0.990195 | 0.571541 | 0.539028 | 0.631497 | 0.385157 | 1.773002 | 0.685068 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | ee Shape | 0.706930 | 0.706930 | -0.489575 | 0.594859 | -0.137094 | -1.520506 | -0.557138 | -1.481111 | -0.041870 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Shape | 7.368104 | 0.095362 | 7.368104 | 0.195033 | 0.404654 | 1.170992 | 4.866475 | 1.326319 | 0.423535 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Variability | 1.625789 | -0.444112 | 0.946822 | 0.506083 | 0.386831 | 0.547535 | 1.625789 | 1.077567 | 1.351432 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 16.826150 | 4.129674 | 0.138691 | 0.630402 | 0.627930 | 9.302445 | -0.241327 | 16.826150 | -0.629559 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Shape | 0.739925 | 0.611930 | 0.739925 | -0.142105 | 0.092195 | 0.324140 | 0.168925 | -0.091954 | 0.463197 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | ee Power | 0.314987 | 0.156112 | -0.014783 | -0.041305 | 0.314987 | -0.948806 | -0.628918 | -0.049115 | -0.250650 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | ee Temporal Variability | 5.299557 | 0.076624 | 4.207882 | 0.164533 | 0.647577 | -0.937430 | 5.299557 | 0.080183 | 2.966456 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Shape | 2.922457 | 2.922457 | -0.030476 | -0.030179 | 0.422059 | 2.672570 | -0.584473 | 0.458980 | 0.236724 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Variability | 7.154323 | 0.178553 | -0.627696 | 0.950314 | -0.347371 | 0.241086 | 7.154323 | -0.037087 | 1.728719 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | ee Temporal Discontinuties | 0.839172 | 0.436448 | -0.358184 | 0.079724 | 0.098764 | 0.487790 | -0.782156 | 0.839172 | -0.015031 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Variability | 0.780791 | -0.382116 | 0.344346 | -0.528048 | 0.680501 | 0.780791 | -1.479801 | -0.000324 | -1.920986 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 0.958952 | 0.429769 | 0.369239 | 0.694803 | 0.539477 | -0.643708 | -0.657393 | 0.958952 | -0.534575 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | ee Temporal Variability | 19.375841 | 7.762651 | 2.271328 | 2.079579 | 0.383371 | 19.375841 | 3.821376 | 0.373068 | 18.756752 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Variability | 15.893973 | 13.591018 | 0.388733 | 0.736165 | 0.221928 | 15.893973 | -0.627899 | 5.972032 | -0.791720 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | ee Power | 0.512760 | -0.053781 | -1.475144 | 0.512760 | 0.207809 | -0.586677 | -0.984464 | -0.555930 | -0.961125 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | ee Temporal Discontinuties | 2.710363 | 0.756280 | 0.108837 | 0.905800 | 0.527274 | 2.158297 | 0.992465 | 2.405051 | 2.710363 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Variability | 6.925999 | -0.773011 | 2.070058 | 0.518430 | 2.471684 | -0.821719 | 6.925999 | 0.666015 | 2.965056 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Shape | 9.048919 | 2.388726 | 9.048919 | 0.153170 | 6.024015 | 1.554123 | 8.748987 | -0.680768 | 1.572738 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | ee Temporal Discontinuties | 1.802325 | 0.880210 | 0.702068 | 0.310123 | -0.187477 | 0.080604 | -0.899244 | 1.802325 | 1.294006 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | ee Temporal Discontinuties | 6.812186 | 0.912462 | 0.324839 | -0.553464 | 0.485976 | 2.060638 | 0.159375 | 6.812186 | 2.367186 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | ee Temporal Variability | 13.182035 | 0.263739 | 4.716722 | 0.575145 | -0.241782 | 0.847589 | 13.182035 | 0.917526 | 3.436144 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 17.029727 | 4.423548 | 4.560652 | 0.206074 | -0.229109 | 8.000965 | 10.063243 | 17.029727 | 9.574015 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | ee Temporal Variability | 21.260957 | 17.689049 | 0.173790 | 0.735788 | 0.803665 | 21.260957 | 0.361153 | 14.266569 | 1.280690 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | ee Temporal Discontinuties | 4.890807 | -0.124877 | -0.094965 | -0.724572 | -0.719387 | 0.805847 | 0.550478 | 4.890807 | 0.029552 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 20.822821 | 4.109901 | 10.376631 | 0.443523 | -0.179937 | 8.763757 | 18.529455 | 20.822821 | 16.988653 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Shape | 14.407373 | 14.407373 | 0.276889 | 0.448820 | -0.590322 | 8.620149 | -1.136495 | 3.791963 | -0.865827 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Variability | 1.043992 | 0.063722 | 0.497831 | -0.813039 | 0.340821 | -0.430088 | 1.043992 | 0.471354 | 0.270250 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | ee Shape | 11.708127 | 1.031451 | 11.708127 | 0.692305 | 0.254722 | 4.662066 | 11.099554 | 1.812541 | 1.913855 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Shape | 1.315394 | 1.315394 | 0.161041 | 0.294017 | -0.615830 | 1.158501 | -0.944043 | 1.152797 | -0.615027 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Variability | 0.361916 | -0.070210 | 0.078869 | -0.777031 | -0.678526 | 0.361916 | -0.428255 | 0.048277 | -0.011034 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Shape | 36.815131 | 36.815131 | 1.184828 | 1.810557 | -0.707687 | 5.766462 | -0.126795 | 5.041979 | -0.532984 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 46.154735 | 5.416516 | -0.086142 | 0.443348 | -0.576429 | 8.406811 | 1.753247 | 46.154735 | 4.810569 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Shape | 1.518751 | 1.518751 | 1.518751 | 1.412081 | 1.412081 | 0.654293 | 0.654293 | 0.137774 | 0.137774 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | ee Temporal Discontinuties | 27.033445 | 11.739683 | 1.120414 | 0.097219 | 0.721563 | 3.362704 | 0.497360 | 27.033445 | 8.172120 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 4.898543 | -0.098711 | 0.259531 | -0.126487 | -0.023973 | -0.309865 | 0.075343 | 2.721537 | 4.898543 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | ee Temporal Discontinuties | 5.488265 | 2.038234 | 0.436518 | -0.370670 | 0.561601 | 2.549615 | 0.800826 | 5.488265 | 1.288732 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 5.685914 | 1.422297 | 2.684167 | -0.345164 | 0.525657 | 1.044532 | 2.286991 | 3.294893 | 5.685914 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | ee Shape | 5.110444 | 5.110444 | 0.891609 | 0.132796 | 0.513806 | 3.796233 | 1.064601 | 1.324632 | 3.439022 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | ee Shape | 21.045154 | 21.045154 | 0.347931 | 0.900952 | 0.504968 | 4.592251 | 0.859607 | 1.618134 | 2.164883 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 4.537279 | 0.445437 | 0.731428 | 0.647941 | -0.227728 | 0.196650 | 1.370344 | 4.537279 | 3.921332 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 2.790517 | 0.290866 | -0.349265 | 0.874807 | -0.300075 | 0.575571 | -0.520468 | 2.790517 | 0.759389 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 21.587801 | 7.883838 | -0.601523 | 0.156258 | -0.093248 | 16.387220 | -0.789020 | 21.587801 | 0.129689 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 15.071175 | 4.491269 | 11.193834 | 0.377654 | 0.204398 | 3.237301 | 6.257743 | 15.071175 | 15.028285 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | ee Temporal Variability | 14.461951 | 2.598492 | 6.284615 | -0.648367 | 0.545410 | 14.461951 | 11.322103 | 6.805035 | 7.665442 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Shape | 24.893375 | 24.893375 | 5.505262 | 2.732280 | -0.227429 | 2.484904 | 0.676029 | 24.031351 | 20.004533 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 19.834397 | 19.199579 | 0.419111 | 0.739282 | 0.149982 | 5.504244 | -0.377209 | 19.834397 | 2.167060 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | ee Temporal Variability | 6.671402 | 1.365709 | 6.385287 | 0.443285 | -0.397010 | 1.473623 | 6.671402 | 6.517188 | 6.345982 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | ee Shape | 59.798063 | 0.390038 | 59.798063 | 0.448604 | 4.448387 | 0.619238 | 6.323414 | 0.677294 | 12.178356 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | ee Temporal Variability | 1.553352 | 0.229786 | 0.304389 | -0.490135 | 0.422201 | 1.553352 | -0.067164 | -0.011769 | 1.122764 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 6.600557 | 0.637370 | -0.027658 | 0.371834 | -0.451747 | -0.160520 | -0.350425 | 6.600557 | 0.931098 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 19.060570 | -0.113386 | 2.144519 | -0.172746 | 0.272253 | -1.069159 | 3.422555 | 0.035629 | 19.060570 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 88.820906 | -0.267934 | 21.018774 | -0.147536 | 1.116948 | -1.561736 | 19.521937 | -0.014374 | 88.820906 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 43.978486 | 5.532113 | -0.235372 | 0.313633 | -0.509438 | 2.856724 | 0.178656 | 43.978486 | 0.350581 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 8.556109 | -0.192906 | 1.380330 | -0.341417 | 0.706312 | -1.146563 | 4.817111 | 1.334769 | 8.556109 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 20.550150 | 0.059862 | 2.056907 | -0.705974 | 0.585440 | -0.508981 | 4.452981 | 0.736250 | 20.550150 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 17.033250 | 1.400709 | 0.044505 | 0.659205 | -0.103309 | 5.120963 | -0.023554 | 17.033250 | 1.078025 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 0.892445 | -0.077740 | 0.196014 | -0.753766 | -0.720468 | 0.661734 | -1.095600 | 0.892445 | -0.349912 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 15.161144 | 7.140331 | -0.789881 | 1.313743 | -0.658628 | 14.658714 | -1.613399 | 15.161144 | -0.810041 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 18.371526 | -0.337867 | 1.451081 | -0.516224 | 1.410370 | -0.786927 | 7.127032 | 1.745949 | 18.371526 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 74.543420 | 28.898844 | 26.083035 | 1.146537 | 1.019241 | 22.016718 | 71.037243 | 74.543420 | 43.537312 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 69.380366 | -0.379460 | 5.556914 | 0.181985 | 1.465852 | 0.272766 | 12.305002 | 4.630750 | 69.380366 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 11.176713 | -0.275608 | 3.300594 | 1.396223 | -0.640756 | 0.992875 | 3.311783 | 2.195046 | 11.176713 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 16.918147 | 13.447188 | 1.119969 | 8.617441 | -0.614493 | 15.016743 | 5.170733 | 5.052504 | 16.918147 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 10.231629 | 0.950958 | -1.464193 | 0.504291 | -0.237810 | 0.893320 | -0.467223 | 10.231629 | -0.506828 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 7.463269 | -1.290380 | 0.924009 | 0.069980 | 0.084112 | -0.310497 | 0.915779 | -0.798950 | 7.463269 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 41.906938 | 2.358586 | -0.983642 | 0.236608 | 0.219118 | 3.522394 | 0.041657 | 41.906938 | 1.781808 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 1.991574 | -1.353861 | 1.170671 | -0.198572 | 0.327016 | -0.795849 | 0.286886 | 0.371348 | 1.991574 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 19.045726 | -1.284892 | 2.632106 | -0.338608 | 0.502289 | -0.685751 | 6.720339 | 1.173274 | 19.045726 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 21.358524 | 1.305511 | -0.358749 | 0.555835 | -0.383264 | 2.399311 | -0.828688 | 21.358524 | -0.116907 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 101.011695 | 23.959278 | 40.734243 | 0.126187 | 1.612600 | 22.178863 | 44.090067 | 101.011695 | 17.288453 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 87.894719 | 59.317047 | 48.153463 | 3.213017 | 1.998888 | 10.216971 | 31.182514 | 18.669821 | 87.894719 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Shape | 62.778376 | 62.778376 | 60.277858 | 2.335585 | 2.579195 | 16.314156 | 6.881534 | 29.997932 | 9.495608 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Shape | 58.533493 | 50.849346 | 58.533493 | 2.214423 | 2.708448 | 26.005607 | 21.518809 | 13.617626 | 44.813814 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 110 | 10 | RF_maintenance | nn Temporal Discontinuties | 116.779369 | 2.329652 | 56.517714 | 2.463348 | 2.409602 | 6.624965 | 32.921863 | 20.886350 | 116.779369 |